Overview

Brought to you by YData

Dataset statistics

Number of variables	38
Number of observations	8886
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.4 MiB
Average record size in memory	159.7 B

Variable types

Numeric	10
Categorical	2
Boolean	26

Alerts

`estado_civil_CASADO` is highly overall correlated with `estado_civil_SOLTERO`	High correlation
`estado_civil_SOLTERO` is highly overall correlated with `estado_civil_CASADO`	High correlation
`estado_cliente_ACTIVO` is highly overall correlated with `estado_cliente_PASIVO` and 2 other fields	High correlation
`estado_cliente_PASIVO` is highly overall correlated with `estado_cliente_ACTIVO` and 2 other fields	High correlation
`falta_pago_N` is highly overall correlated with `estado_cliente_ACTIVO` and 3 other fields	High correlation
`falta_pago_Y` is highly overall correlated with `estado_cliente_ACTIVO` and 3 other fields	High correlation
`gastos_ult_12m` is highly overall correlated with `operaciones_ult_12m`	High correlation
`genero_F` is highly overall correlated with `genero_M`	High correlation
`genero_M` is highly overall correlated with `genero_F`	High correlation
`operaciones_ult_12m` is highly overall correlated with `gastos_ult_12m`	High correlation
`situacion_vivienda_ALQUILER` is highly overall correlated with `situacion_vivienda_HIPOTECA`	High correlation
`situacion_vivienda_HIPOTECA` is highly overall correlated with `situacion_vivienda_ALQUILER`	High correlation
`tasa_interes` is highly overall correlated with `falta_pago_N` and 1 other fields	High correlation
`situacion_vivienda_OTROS` is highly imbalanced (96.3%)	Imbalance
`situacion_vivienda_PROPIA` is highly imbalanced (63.8%)	Imbalance
`objetivo_credito_MEJORAS_HOGAR` is highly imbalanced (57.6%)	Imbalance
`estado_civil_DESCONOCIDO` is highly imbalanced (62.2%)	Imbalance
`estado_civil_DIVORCIADO` is highly imbalanced (61.7%)	Imbalance
`nivel_educativo_POSGRADO_COMPLETO` is highly imbalanced (72.9%)	Imbalance
`nivel_educativo_POSGRADO_INCOMPLETO` is highly imbalanced (70.6%)	Imbalance
`id_cliente` has unique values	Unique
`antiguedad_empleado` has 1276 (14.4%) zeros	Zeros
`personas_a_cargo` has 787 (8.9%) zeros	Zeros

Reproduction

Analysis started	2025-05-13 17:31:36.663418
Analysis finished	2025-05-13 17:31:43.394636
Duration	6.73 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

id_cliente
Real number (ℝ)

Unique

Distinct	8886
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.3914871 × 10⁸

Minimum	7.0808208 × 10⁸
Maximum	8.2834308 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	7.0808208 × 10⁸
5-th percentile	7.0909865 × 10⁸
Q1	7.1299396 × 10⁸
median	7.1795381 × 10⁸
Q3	7.7293205 × 10⁸
95-th percentile	8.1446895 × 10⁸
Maximum	8.2834308 × 10⁸
Range	1.20261 × 10⁸
Interquartile range (IQR)	59938088

Descriptive statistics

Standard deviation	36879505
Coefficient of variation (CV)	0.049894568
Kurtosis	-0.60910555
Mean	7.3914871 × 10⁸
Median Absolute Deviation (MAD)	6425362.5
Skewness	0.99639393
Sum	6.5680754 × 10¹²
Variance	1.3600979 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
768805383	1	< 0.1%
712399308	1	< 0.1%
807722658	1	< 0.1%
757224108	1	< 0.1%
719630358	1	< 0.1%
816091608	1	< 0.1%
819684183	1	< 0.1%
820848408	1	< 0.1%
711338058	1	< 0.1%
714368883	1	< 0.1%
Other values (8876)	8876	99.9%

Value	Count	Frequency (%)
708082083	1	< 0.1%
708083283	1	< 0.1%
708084558	1	< 0.1%
708085458	1	< 0.1%
708086958	1	< 0.1%
708095133	1	< 0.1%
708098133	1	< 0.1%
708099183	1	< 0.1%
708100533	1	< 0.1%
708103608	1	< 0.1%

Value	Count	Frequency (%)
828343083	1	< 0.1%
828298908	1	< 0.1%
828294933	1	< 0.1%
828291858	1	< 0.1%
828288333	1	< 0.1%
828281733	1	< 0.1%
828236133	1	< 0.1%
828227433	1	< 0.1%
828215508	1	< 0.1%
827968383	1	< 0.1%

duracion_credito
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	396.9 KiB

2	2997
3	2946
4	2943

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8886
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	4
4th row	2
5th row	3

Common Values

Value	Count	Frequency (%)
2	2997	33.7%
3	2946	33.2%
4	2943	33.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	2997	33.7%
3	2946	33.2%
4	2943	33.1%

Most occurring characters

Value	Count	Frequency (%)
2	2997	33.7%
3	2946	33.2%
4	2943	33.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8886	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	2997	33.7%
3	2946	33.2%
4	2943	33.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8886	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	2997	33.7%
3	2946	33.2%
4	2943	33.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8886	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	2997	33.7%
3	2946	33.2%
4	2943	33.1%

antiguedad_empleado
Real number (ℝ)

Zeros

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9050191

Minimum	0
Maximum	11
Zeros	1276
Zeros (%)	14.4%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	6
95-th percentile	9
Maximum	11
Range	11
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.8433464
Coefficient of variation (CV)	0.72812611
Kurtosis	-0.90259749
Mean	3.9050191
Median Absolute Deviation (MAD)	2
Skewness	0.32412632
Sum	34700
Variance	8.0846186
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	1276	14.4%
2	1159	13.0%
3	1038	11.7%
5	967	10.9%
6	921	10.4%
1	910	10.2%
4	773	8.7%
7	706	7.9%
8	526	5.9%
9	368	4.1%
Other values (2)	242	2.7%

Value	Count	Frequency (%)
0	1276	14.4%
1	910	10.2%
2	1159	13.0%
3	1038	11.7%
4	773	8.7%
5	967	10.9%
6	921	10.4%
7	706	7.9%
8	526	5.9%
9	368	4.1%

Value	Count	Frequency (%)
11	23	0.3%
10	219	2.5%
9	368	4.1%
8	526	5.9%
7	706	7.9%
6	921	10.4%
5	967	10.9%
4	773	8.7%
3	1038	11.7%
2	1159	13.0%

ingresos
Real number (ℝ)

Distinct	1619
Distinct (%)	18.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50953.815

Minimum	9600
Maximum	500000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	9600
5-th percentile	21000
Q1	34000
median	47000
Q3	60000
95-th percentile	97000
Maximum	500000
Range	490400
Interquartile range (IQR)	26000

Descriptive statistics

Standard deviation	28926.197
Coefficient of variation (CV)	0.56769442
Kurtosis	21.0265
Mean	50953.815
Median Absolute Deviation (MAD)	13000
Skewness	3.3549275
Sum	4.527756 × 10⁸
Variance	8.3672486 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	386	4.3%
30000	313	3.5%
50000	304	3.4%
40000	242	2.7%
45000	217	2.4%
55000	201	2.3%
65000	197	2.2%
48000	194	2.2%
36000	185	2.1%
42000	176	2.0%
Other values (1609)	6471	72.8%

Value	Count	Frequency (%)
9600	3	< 0.1%
9840	1	< 0.1%
9900	1	< 0.1%
9960	1	< 0.1%
10000	9	0.1%
10560	1	< 0.1%
10668	1	< 0.1%
10800	3	< 0.1%
10980	1	< 0.1%
11000	3	< 0.1%

Value	Count	Frequency (%)
500000	1	< 0.1%
306000	1	< 0.1%
300000	6	0.1%
287000	1	< 0.1%
280000	1	< 0.1%
277104	1	< 0.1%
275000	1	< 0.1%
260000	1	< 0.1%
259000	1	< 0.1%
255000	1	< 0.1%

pct_ingreso
Real number (ℝ)

Distinct	69
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17527909

Minimum	0.01
Maximum	0.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.04
Q1	0.09
median	0.15
Q3	0.23
95-th percentile	0.39
Maximum	0.77
Range	0.76
Interquartile range (IQR)	0.14

Descriptive statistics

Standard deviation	0.10802033
Coefficient of variation (CV)	0.61627618
Kurtosis	1.1237917
Mean	0.17527909
Median Absolute Deviation (MAD)	0.07
Skewness	1.0586754
Sum	1557.53
Variance	0.011668391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	463	5.2%
0.13	406	4.6%
0.09	391	4.4%
0.11	387	4.4%
0.08	386	4.3%
0.15	380	4.3%
0.12	352	4.0%
0.14	348	3.9%
0.07	346	3.9%
0.17	335	3.8%
Other values (59)	5092	57.3%

Value	Count	Frequency (%)
0.01	17	0.2%
0.02	82	0.9%
0.03	199	2.2%
0.04	249	2.8%
0.05	262	2.9%
0.06	304	3.4%
0.07	346	3.9%
0.08	386	4.3%
0.09	391	4.4%
0.1	463	5.2%

Value	Count	Frequency (%)
0.77	1	< 0.1%
0.71	1	< 0.1%
0.69	2	< 0.1%
0.68	1	< 0.1%
0.67	1	< 0.1%
0.65	2	< 0.1%
0.64	3	< 0.1%
0.63	3	< 0.1%
0.61	2	< 0.1%
0.6	2	< 0.1%

tasa_interes
Real number (ℝ)

High correlation

Distinct	306
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.019315

Minimum	5.42
Maximum	22.11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	5.42
5-th percentile	6.03
Q1	7.9
median	10.99
Q3	13.47
95-th percentile	16.29
Maximum	22.11
Range	16.69
Interquartile range (IQR)	5.57

Descriptive statistics

Standard deviation	3.1942524
Coefficient of variation (CV)	0.28987759
Kurtosis	-0.70274802
Mean	11.019315
Median Absolute Deviation (MAD)	2.5
Skewness	0.18470354
Sum	97917.63
Variance	10.203248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.99	252	2.8%
7.51	227	2.6%
7.9	189	2.1%
7.49	187	2.1%
7.88	173	1.9%
5.42	171	1.9%
9.99	148	1.7%
11.49	143	1.6%
13.49	132	1.5%
11.71	132	1.5%
Other values (296)	7132	80.3%

Value	Count	Frequency (%)
5.42	171	1.9%
5.79	106	1.2%
5.99	112	1.3%
6	6	0.1%
6.03	121	1.4%
6.17	59	0.7%
6.39	14	0.2%
6.54	71	0.8%
6.62	116	1.3%
6.76	61	0.7%

Value	Count	Frequency (%)
22.11	1	< 0.1%
21.74	2	< 0.1%
21.36	1	< 0.1%
21.27	1	< 0.1%
21.21	1	< 0.1%
20.89	2	< 0.1%
20.62	1	< 0.1%
20.3	2	< 0.1%
20.25	1	< 0.1%
20.2	1	< 0.1%

estado_credito
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	396.9 KiB

0	6717
1	2169

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8886
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	6717	75.6%
1	2169	24.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	6717	75.6%
1	2169	24.4%

Most occurring characters

Value	Count	Frequency (%)
0	6717	75.6%
1	2169	24.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8886	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	6717	75.6%
1	2169	24.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8886	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	6717	75.6%
1	2169	24.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8886	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	6717	75.6%
1	2169	24.4%

antiguedad_cliente
Real number (ℝ)

Distinct	44
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.890389

Minimum	13
Maximum	56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	13
5-th percentile	22
Q1	31
median	36
Q3	40
95-th percentile	50
Maximum	56
Range	43
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.9972367
Coefficient of variation (CV)	0.22282391
Kurtosis	0.41097552
Mean	35.890389
Median Absolute Deviation (MAD)	4
Skewness	-0.10172119
Sum	318922
Variance	63.955795
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
36	2125	23.9%
37	317	3.6%
34	313	3.5%
38	305	3.4%
40	304	3.4%
39	302	3.4%
31	296	3.3%
33	278	3.1%
35	272	3.1%
30	262	2.9%
Other values (34)	4112	46.3%

Value	Count	Frequency (%)
13	63	0.7%
14	15	0.2%
15	29	0.3%
16	28	0.3%
17	35	0.4%
18	49	0.6%
19	55	0.6%
20	68	0.8%
21	75	0.8%
22	93	1.0%

Value	Count	Frequency (%)
56	94	1.1%
55	36	0.4%
54	48	0.5%
53	65	0.7%
52	56	0.6%
51	70	0.8%
50	83	0.9%
49	127	1.4%
48	137	1.5%
47	145	1.6%

gastos_ult_12m
Real number (ℝ)

High correlation

Distinct	4718
Distinct (%)	53.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4428.7326

Minimum	510
Maximum	18484
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	510
5-th percentile	1289
Q1	2164
median	3912.5
Q3	4747.75
95-th percentile	14230
Maximum	18484
Range	17974
Interquartile range (IQR)	2583.75

Descriptive statistics

Standard deviation	3426.1702
Coefficient of variation (CV)	0.77362317
Kurtosis	3.8101029
Mean	4428.7326
Median Absolute Deviation (MAD)	1313
Skewness	2.0306788
Sum	39353718
Variance	11738642
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4509	10	0.1%
4253	10	0.1%
2229	9	0.1%
4518	9	0.1%
4275	8	0.1%
1731	8	0.1%
4313	8	0.1%
4674	8	0.1%
4037	8	0.1%
4042	8	0.1%
Other values (4708)	8800	99.0%

Value	Count	Frequency (%)
510	1	< 0.1%
530	1	< 0.1%
563	1	< 0.1%
569	1	< 0.1%
594	1	< 0.1%
596	1	< 0.1%
597	1	< 0.1%
615	1	< 0.1%
643	1	< 0.1%
644	1	< 0.1%

Value	Count	Frequency (%)
18484	1	< 0.1%
17995	1	< 0.1%
17744	1	< 0.1%
17634	1	< 0.1%
17628	1	< 0.1%
17498	1	< 0.1%
17437	1	< 0.1%
17390	1	< 0.1%
17350	1	< 0.1%
17258	1	< 0.1%

limite_credito_tc
Real number (ℝ)

Distinct	5673
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8609.0708

Minimum	1438.3
Maximum	34516
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	1438.3
5-th percentile	1438.3
Q1	2548
median	4547
Q3	11054.75
95-th percentile	34516
Maximum	34516
Range	33077.7
Interquartile range (IQR)	8506.75

Descriptive statistics

Standard deviation	9064.9423
Coefficient of variation (CV)	1.0529525
Kurtosis	1.8428889
Mean	8609.0708
Median Absolute Deviation (MAD)	2601
Skewness	1.672591
Sum	76500203
Variance	82173178
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1438.3	453	5.1%
34516	449	5.1%
15987	18	0.2%
9959	14	0.2%
23981	11	0.1%
6224	11	0.1%
2490	10	0.1%
3735	10	0.1%
7469	9	0.1%
2001	7	0.1%
Other values (5663)	7894	88.8%

Value	Count	Frequency (%)
1438.3	453	5.1%
1439	2	< 0.1%
1440	1	< 0.1%
1441	2	< 0.1%
1442	1	< 0.1%
1443	3	< 0.1%
1446	1	< 0.1%
1449	2	< 0.1%
1451	2	< 0.1%
1452	2	< 0.1%

Value	Count	Frequency (%)
34516	449	5.1%
34496	1	< 0.1%
34458	1	< 0.1%
34427	1	< 0.1%
34198	1	< 0.1%
34173	1	< 0.1%
34162	1	< 0.1%
34140	1	< 0.1%
34058	1	< 0.1%
33996	1	< 0.1%

operaciones_ult_12m
Real number (ℝ)

High correlation

Distinct	125
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.998537

Minimum	10
Maximum	139
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	10
5-th percentile	28
Q1	45
median	67
Q3	81
95-th percentile	106
Maximum	139
Range	129
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	23.518192
Coefficient of variation (CV)	0.36182648
Kurtosis	-0.35713956
Mean	64.998537
Median Absolute Deviation (MAD)	17
Skewness	0.15395846
Sum	577577
Variance	553.10534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69	185	2.1%
81	181	2.0%
71	180	2.0%
75	179	2.0%
78	173	1.9%
76	173	1.9%
77	172	1.9%
82	172	1.9%
70	166	1.9%
67	163	1.8%
Other values (115)	7142	80.4%

Value	Count	Frequency (%)
10	3	< 0.1%
11	2	< 0.1%
12	4	< 0.1%
13	5	0.1%
14	8	0.1%
15	12	0.1%
16	12	0.1%
17	12	0.1%
18	21	0.2%
19	10	0.1%

Value	Count	Frequency (%)
139	1	< 0.1%
138	1	< 0.1%
134	1	< 0.1%
131	6	0.1%
130	5	0.1%
129	5	0.1%
128	9	0.1%
127	10	0.1%
126	10	0.1%
125	12	0.1%

personas_a_cargo
Real number (ℝ)

Zeros

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3519019

Minimum	0
Maximum	5
Zeros	787
Zeros (%)	8.9%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3007337
Coefficient of variation (CV)	0.55305609
Kurtosis	-0.68982408
Mean	2.3519019
Median Absolute Deviation (MAD)	1
Skewness	-0.022212627
Sum	20899
Variance	1.691908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	2390	26.9%
2	2319	26.1%
1	1615	18.2%
4	1399	15.7%
0	787	8.9%
5	376	4.2%

Value	Count	Frequency (%)
0	787	8.9%
1	1615	18.2%
2	2319	26.1%
3	2390	26.9%
4	1399	15.7%
5	376	4.2%

Value	Count	Frequency (%)
5	376	4.2%
4	1399	15.7%
3	2390	26.9%
2	2319	26.1%
1	1615	18.2%
0	787	8.9%

situacion_vivienda_ALQUILER
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

True	5433
False	3453

Value	Count	Frequency (%)
True	5433	61.1%
False	3453	38.9%

situacion_vivienda_HIPOTECA
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	6081
True	2805

Value	Count	Frequency (%)
False	6081	68.4%
True	2805	31.6%

situacion_vivienda_OTROS
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	8851
True	35

Value	Count	Frequency (%)
False	8851	99.6%
True	35	0.4%

situacion_vivienda_PROPIA
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	8273
True	613

Value	Count	Frequency (%)
False	8273	93.1%
True	613	6.9%

objetivo_credito_EDUCACIÓN
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	6819
True	2067

Value	Count	Frequency (%)
False	6819	76.7%
True	2067	23.3%

objetivo_credito_INVERSIONES
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	7367
True	1519

Value	Count	Frequency (%)
False	7367	82.9%
True	1519	17.1%

objetivo_credito_MEJORAS_HOGAR
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	8118
True	768

Value	Count	Frequency (%)
False	8118	91.4%
True	768	8.6%

objetivo_credito_PAGO_DEUDAS
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	7424
True	1462

Value	Count	Frequency (%)
False	7424	83.5%
True	1462	16.5%

objetivo_credito_PERSONAL
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	7430
True	1456

Value	Count	Frequency (%)
False	7430	83.6%
True	1456	16.4%

objetivo_credito_SALUD
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	7272
True	1614

Value	Count	Frequency (%)
False	7272	81.8%
True	1614	18.2%

falta_pago_N
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

True	7322
False	1564

Value	Count	Frequency (%)
True	7322	82.4%
False	1564	17.6%

falta_pago_Y
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	7322
True	1564

Value	Count	Frequency (%)
False	7322	82.4%
True	1564	17.6%

estado_civil_CASADO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	4784
True	4102

Value	Count	Frequency (%)
False	4784	53.8%
True	4102	46.2%

estado_civil_DESCONOCIDO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	8234
True	652

Value	Count	Frequency (%)
False	8234	92.7%
True	652	7.3%

estado_civil_DIVORCIADO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	8222
True	664

Value	Count	Frequency (%)
False	8222	92.5%
True	664	7.5%

estado_civil_SOLTERO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	5418
True	3468

Value	Count	Frequency (%)
False	5418	61.0%
True	3468	39.0%

estado_cliente_ACTIVO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

True	7441
False	1445

Value	Count	Frequency (%)
True	7441	83.7%
False	1445	16.3%

estado_cliente_PASIVO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	7441
True	1445

Value	Count	Frequency (%)
False	7441	83.7%
True	1445	16.3%

genero_F
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

True	4721
False	4165

Value	Count	Frequency (%)
True	4721	53.1%
False	4165	46.9%

genero_M
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	4721
True	4165

Value	Count	Frequency (%)
False	4721	53.1%
True	4165	46.9%

nivel_educativo_DESCONOCIDO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	7572
True	1314

Value	Count	Frequency (%)
False	7572	85.2%
True	1314	14.8%

nivel_educativo_POSGRADO_COMPLETO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	8473
True	413

Value	Count	Frequency (%)
False	8473	95.4%
True	413	4.6%

nivel_educativo_POSGRADO_INCOMPLETO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	8425
True	461

Value	Count	Frequency (%)
False	8425	94.8%
True	461	5.2%

nivel_educativo_SECUNDARIO_COMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	7124
True	1762

Value	Count	Frequency (%)
False	7124	80.2%
True	1762	19.8%

nivel_educativo_UNIVERSITARIO_COMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	6143
True	2743

Value	Count	Frequency (%)
False	6143	69.1%
True	2743	30.9%

nivel_educativo_UNIVERSITARIO_INCOMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.1 KiB

False	6693
True	2193

Value	Count	Frequency (%)
False	6693	75.3%
True	2193	24.7%

Interactions

Correlations

	antiguedad_cliente	antiguedad_empleado	duracion_credito	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	estado_credito	falta_pago_N	falta_pago_Y	gastos_ult_12m	genero_F	genero_M	id_cliente	ingresos	limite_credito_tc	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	operaciones_ult_12m	pct_ingreso	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	tasa_interes
antiguedad_cliente	1.000	-0.001	0.000	0.048	0.036	0.040	0.051	0.032	0.032	0.025	0.050	0.050	-0.025	0.018	0.018	0.112	0.014	0.009	0.000	0.022	0.029	0.000	0.023	0.009	0.000	0.000	0.013	0.032	0.016	0.000	-0.036	0.033	-0.115	0.030	0.033	0.000	0.000	0.009
antiguedad_empleado	-0.001	1.000	0.000	0.011	0.000	0.000	0.011	0.023	0.023	0.097	0.039	0.039	0.064	0.000	0.000	0.003	0.187	-0.004	0.000	0.000	0.000	0.000	0.031	0.020	0.055	0.016	0.101	0.022	0.021	0.000	0.058	-0.002	-0.002	0.208	0.204	0.019	0.034	-0.065
duracion_credito	0.000	0.000	1.000	0.000	0.000	0.015	0.000	0.005	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.023	0.000	0.006	0.008	0.016	0.000	0.000	0.032	0.025	0.000	0.003	0.009	0.013	0.021	0.023	0.000	0.000	0.016	0.007	0.012	0.000	0.000	0.017
estado_civil_CASADO	0.048	0.011	0.000	1.000	0.260	0.263	0.741	0.024	0.024	0.042	0.000	0.000	0.175	0.000	0.000	0.000	0.023	0.063	0.004	0.000	0.000	0.000	0.013	0.014	0.019	0.014	0.010	0.000	0.000	0.000	0.171	0.056	0.021	0.017	0.014	0.008	0.000	0.000
estado_civil_DESCONOCIDO	0.036	0.000	0.000	0.260	1.000	0.078	0.224	0.000	0.000	0.019	0.000	0.000	0.056	0.011	0.011	0.014	0.033	0.017	0.000	0.000	0.007	0.000	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.030	0.000	0.039	0.013	0.004	0.000	0.000	0.011
estado_civil_DIVORCIADO	0.040	0.000	0.015	0.263	0.078	1.000	0.227	0.000	0.000	0.000	0.000	0.000	0.039	0.000	0.000	0.000	0.000	0.021	0.016	0.000	0.000	0.009	0.000	0.034	0.000	0.019	0.000	0.000	0.000	0.000	0.039	0.012	0.030	0.000	0.000	0.000	0.000	0.026
estado_civil_SOLTERO	0.051	0.011	0.000	0.741	0.224	0.227	1.000	0.017	0.017	0.032	0.000	0.000	0.142	0.013	0.013	0.000	0.008	0.033	0.020	0.000	0.000	0.000	0.004	0.000	0.007	0.000	0.015	0.000	0.000	0.006	0.141	0.038	0.038	0.022	0.017	0.000	0.000	0.000
estado_cliente_ACTIVO	0.032	0.023	0.005	0.024	0.000	0.000	0.017	1.000	1.000	0.117	0.551	0.551	0.328	0.031	0.031	0.048	0.019	0.035	0.007	0.031	0.000	0.006	0.000	0.000	0.015	0.000	0.021	0.000	0.000	0.000	0.457	0.040	0.019	0.051	0.053	0.000	0.000	0.319
estado_cliente_PASIVO	0.032	0.023	0.005	0.024	0.000	0.000	0.017	1.000	1.000	0.117	0.551	0.551	0.328	0.031	0.031	0.048	0.019	0.035	0.007	0.031	0.000	0.006	0.000	0.000	0.015	0.000	0.021	0.000	0.000	0.000	0.457	0.040	0.019	0.051	0.053	0.000	0.000	0.319
estado_credito	0.025	0.097	0.000	0.042	0.019	0.000	0.032	0.117	0.117	1.000	0.191	0.191	0.232	0.026	0.026	0.018	0.117	0.000	0.000	0.006	0.009	0.007	0.000	0.000	0.096	0.063	0.111	0.062	0.014	0.042	0.240	0.404	0.000	0.207	0.165	0.023	0.101	0.384
falta_pago_N	0.050	0.039	0.000	0.000	0.000	0.000	0.000	0.551	0.551	0.191	1.000	1.000	0.261	0.000	0.000	0.029	0.000	0.029	0.000	0.000	0.000	0.007	0.005	0.000	0.014	0.017	0.049	0.003	0.000	0.000	0.323	0.040	0.016	0.072	0.074	0.012	0.000	0.561
falta_pago_Y	0.050	0.039	0.000	0.000	0.000	0.000	0.000	0.551	0.551	0.191	1.000	1.000	0.261	0.000	0.000	0.029	0.000	0.029	0.000	0.000	0.000	0.007	0.005	0.000	0.014	0.017	0.049	0.003	0.000	0.000	0.323	0.040	0.016	0.072	0.074	0.012	0.000	0.561
gastos_ult_12m	-0.025	0.064	0.000	0.175	0.056	0.039	0.142	0.328	0.328	0.232	0.261	0.261	1.000	0.247	0.247	-0.000	0.156	0.027	0.021	0.012	0.000	0.043	0.000	0.000	0.011	0.012	0.000	0.000	0.000	0.000	0.879	-0.071	0.059	0.152	0.181	0.000	0.037	-0.187
genero_F	0.018	0.000	0.000	0.000	0.011	0.000	0.013	0.031	0.031	0.026	0.000	0.000	0.247	1.000	1.000	0.000	0.113	0.442	0.000	0.007	0.000	0.014	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.007	0.167	0.071	0.000	0.040	0.041	0.000	0.000	0.000
genero_M	0.018	0.000	0.000	0.000	0.011	0.000	0.013	0.031	0.031	0.026	0.000	0.000	0.247	1.000	1.000	0.000	0.113	0.442	0.000	0.007	0.000	0.014	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.007	0.167	0.071	0.000	0.040	0.041	0.000	0.000	0.000
id_cliente	0.112	0.003	0.023	0.000	0.014	0.000	0.000	0.048	0.048	0.018	0.029	0.029	-0.000	0.000	0.000	1.000	-0.000	0.015	0.013	0.000	0.000	0.009	0.021	0.000	0.038	0.000	0.000	0.000	0.039	0.024	0.006	-0.007	-0.008	0.031	0.027	0.000	0.000	-0.026
ingresos	0.014	0.187	0.000	0.023	0.033	0.000	0.008	0.019	0.019	0.117	0.000	0.000	0.156	0.113	0.113	-0.000	1.000	0.038	0.015	0.000	0.000	0.022	0.000	0.014	0.000	0.018	0.058	0.044	0.020	0.034	0.128	-0.293	0.020	0.156	0.120	0.000	0.086	-0.027
limite_credito_tc	0.009	-0.004	0.006	0.063	0.017	0.021	0.033	0.035	0.035	0.000	0.029	0.029	0.027	0.442	0.442	0.015	0.038	1.000	0.000	0.006	0.000	0.000	0.000	0.017	0.021	0.000	0.000	0.000	0.006	0.000	0.030	0.021	0.049	0.000	0.023	0.000	0.010	0.003
nivel_educativo_DESCONOCIDO	0.000	0.000	0.008	0.004	0.000	0.016	0.020	0.007	0.007	0.000	0.000	0.000	0.021	0.000	0.000	0.013	0.015	0.000	1.000	0.091	0.096	0.207	0.278	0.238	0.000	0.000	0.023	0.019	0.000	0.000	0.000	0.000	0.029	0.010	0.000	0.000	0.014	0.000
nivel_educativo_POSGRADO_COMPLETO	0.022	0.000	0.016	0.000	0.000	0.000	0.000	0.031	0.031	0.006	0.000	0.000	0.012	0.007	0.007	0.000	0.000	0.006	0.091	1.000	0.049	0.109	0.147	0.125	0.000	0.000	0.018	0.000	0.000	0.000	0.035	0.020	0.000	0.000	0.000	0.000	0.000	0.012
nivel_educativo_POSGRADO_INCOMPLETO	0.029	0.000	0.000	0.000	0.007	0.000	0.000	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.096	0.049	1.000	0.115	0.155	0.133	0.000	0.017	0.004	0.000	0.006	0.000	0.000	0.008	0.013	0.000	0.000	0.000	0.004	0.000
nivel_educativo_SECUNDARIO_COMPLETO	0.000	0.000	0.000	0.000	0.000	0.009	0.000	0.006	0.006	0.007	0.007	0.007	0.043	0.014	0.014	0.009	0.022	0.000	0.207	0.109	0.115	1.000	0.332	0.284	0.000	0.000	0.000	0.000	0.000	0.016	0.000	0.013	0.011	0.006	0.000	0.000	0.000	0.010
nivel_educativo_UNIVERSITARIO_COMPLETO	0.023	0.031	0.032	0.013	0.000	0.000	0.004	0.000	0.000	0.000	0.005	0.005	0.000	0.000	0.000	0.021	0.000	0.000	0.278	0.147	0.155	0.332	1.000	0.382	0.001	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.011	0.000
nivel_educativo_UNIVERSITARIO_INCOMPLETO	0.009	0.020	0.025	0.014	0.000	0.034	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.017	0.238	0.125	0.133	0.284	0.382	1.000	0.014	0.000	0.006	0.000	0.000	0.006	0.000	0.000	0.015	0.004	0.004	0.000	0.000	0.000
objetivo_credito_EDUCACIÓN	0.000	0.055	0.000	0.019	0.006	0.000	0.007	0.015	0.015	0.096	0.014	0.014	0.011	0.009	0.009	0.038	0.000	0.021	0.000	0.000	0.000	0.000	0.001	0.014	1.000	0.249	0.169	0.244	0.243	0.259	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.035
objetivo_credito_INVERSIONES	0.000	0.016	0.003	0.014	0.000	0.019	0.000	0.000	0.000	0.063	0.017	0.017	0.012	0.000	0.000	0.000	0.018	0.000	0.000	0.000	0.017	0.000	0.000	0.000	0.249	1.000	0.139	0.201	0.200	0.213	0.000	0.028	0.000	0.045	0.000	0.000	0.092	0.030
objetivo_credito_MEJORAS_HOGAR	0.013	0.101	0.009	0.010	0.000	0.000	0.015	0.021	0.021	0.111	0.049	0.049	0.000	0.000	0.000	0.000	0.058	0.000	0.023	0.018	0.004	0.000	0.000	0.006	0.169	0.139	1.000	0.136	0.135	0.144	0.019	0.040	0.023	0.034	0.027	0.000	0.008	0.047
objetivo_credito_PAGO_DEUDAS	0.032	0.022	0.013	0.000	0.000	0.000	0.000	0.000	0.000	0.062	0.003	0.003	0.000	0.000	0.000	0.000	0.044	0.000	0.019	0.000	0.000	0.000	0.000	0.000	0.244	0.201	0.136	1.000	0.196	0.208	0.011	0.000	0.013	0.043	0.000	0.000	0.092	0.015
objetivo_credito_PERSONAL	0.016	0.021	0.021	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.000	0.000	0.000	0.000	0.000	0.039	0.020	0.006	0.000	0.000	0.006	0.000	0.000	0.000	0.243	0.200	0.135	0.196	1.000	0.208	0.027	0.012	0.035	0.017	0.020	0.000	0.000	0.016
objetivo_credito_SALUD	0.000	0.000	0.023	0.000	0.000	0.000	0.006	0.000	0.000	0.042	0.000	0.000	0.000	0.007	0.007	0.024	0.034	0.000	0.000	0.000	0.000	0.016	0.000	0.006	0.259	0.213	0.144	0.208	0.208	1.000	0.000	0.000	0.000	0.040	0.038	0.000	0.000	0.026
operaciones_ult_12m	-0.036	0.058	0.000	0.171	0.030	0.039	0.141	0.457	0.457	0.240	0.323	0.323	0.879	0.167	0.167	0.006	0.128	0.030	0.000	0.035	0.000	0.000	0.000	0.000	0.000	0.000	0.019	0.011	0.027	0.000	1.000	-0.082	0.056	0.137	0.165	0.000	0.037	-0.219
pct_ingreso	0.033	-0.002	0.000	0.056	0.000	0.012	0.038	0.040	0.040	0.404	0.040	0.040	-0.071	0.071	0.071	-0.007	-0.293	0.021	0.000	0.020	0.008	0.013	0.000	0.000	0.000	0.028	0.040	0.000	0.012	0.000	-0.082	1.000	0.022	0.051	0.030	0.027	0.049	0.091
personas_a_cargo	-0.115	-0.002	0.016	0.021	0.039	0.030	0.038	0.019	0.019	0.000	0.016	0.016	0.059	0.000	0.000	-0.008	0.020	0.049	0.029	0.000	0.013	0.011	0.000	0.015	0.000	0.000	0.023	0.013	0.035	0.000	0.056	0.022	1.000	0.000	0.000	0.000	0.014	-0.010
situacion_vivienda_ALQUILER	0.030	0.208	0.007	0.017	0.013	0.000	0.022	0.051	0.051	0.207	0.072	0.072	0.152	0.040	0.040	0.031	0.156	0.000	0.010	0.000	0.000	0.006	0.004	0.004	0.000	0.045	0.034	0.043	0.017	0.040	0.137	0.051	0.000	1.000	0.852	0.076	0.341	0.144
situacion_vivienda_HIPOTECA	0.033	0.204	0.012	0.014	0.004	0.000	0.017	0.053	0.053	0.165	0.074	0.074	0.181	0.041	0.041	0.027	0.120	0.023	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.027	0.000	0.020	0.038	0.165	0.030	0.000	0.852	1.000	0.039	0.184	0.148
situacion_vivienda_OTROS	0.000	0.019	0.000	0.008	0.000	0.000	0.000	0.000	0.000	0.023	0.012	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.027	0.000	0.076	0.039	1.000	0.008	0.028
situacion_vivienda_PROPIA	0.000	0.034	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.101	0.000	0.000	0.037	0.000	0.000	0.000	0.086	0.010	0.014	0.000	0.004	0.000	0.011	0.000	0.000	0.092	0.008	0.092	0.000	0.000	0.037	0.049	0.014	0.341	0.184	0.008	1.000	0.000
tasa_interes	0.009	-0.065	0.017	0.000	0.011	0.026	0.000	0.319	0.319	0.384	0.561	0.561	-0.187	0.000	0.000	-0.026	-0.027	0.003	0.000	0.012	0.000	0.010	0.000	0.000	0.035	0.030	0.047	0.015	0.016	0.026	-0.219	0.091	-0.010	0.144	0.148	0.028	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	id_cliente	duracion_credito	antiguedad_empleado	ingresos	pct_ingreso	tasa_interes	estado_credito	antiguedad_cliente	gastos_ult_12m	limite_credito_tc	operaciones_ult_12m	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	falta_pago_N	falta_pago_Y	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	genero_F	genero_M	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO
0	768805383.0	2	5.0	9600	0.10	11.14	0	39.0	1144.0	12691.0	42.0	3.0	False	False	False	True	True	False	False	False	False	False	True	False	True	False	False	False	True	False	False	True	False	False	False	True	False	False
1	713982108.0	2	4.0	65500	0.53	15.23	1	36.0	1887.0	3418.0	20.0	3.0	True	False	False	False	False	False	False	False	False	True	True	False	True	False	False	False	True	False	False	True	False	False	False	False	True	False
2	710821833.0	4	8.0	54400	0.55	14.27	1	54.0	1314.0	9095.0	26.0	1.0	True	False	False	False	False	False	False	False	False	True	False	True	True	False	False	False	True	False	False	True	True	False	False	False	False	False
3	769911858.0	2	2.0	9900	0.25	7.14	1	34.0	1171.0	3313.0	20.0	4.0	False	False	False	True	False	True	False	False	False	False	True	False	False	True	False	False	True	False	True	False	False	False	False	True	False	False
4	709106358.0	3	8.0	77100	0.45	12.42	1	21.0	816.0	4716.0	28.0	3.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	True	False	False	True	False	False	False	False	False	True
5	810347208.0	4	5.0	78956	0.44	11.11	1	46.0	1330.0	34516.0	31.0	4.0	True	False	False	False	False	False	False	False	False	True	True	False	True	False	False	False	True	False	False	True	True	False	False	False	False	False
6	818906208.0	2	8.0	83000	0.42	8.90	1	27.0	1538.0	29081.0	36.0	0.0	True	False	False	False	False	False	False	False	True	False	True	False	False	True	False	False	True	False	False	True	False	False	False	True	False	False
7	710930508.0	3	6.0	10000	0.16	14.74	1	36.0	1350.0	22352.0	24.0	3.0	False	False	False	True	False	True	False	False	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	False	False	True
8	719661558.0	4	6.0	85000	0.41	10.37	1	36.0	1441.0	11656.0	32.0	2.0	True	False	False	False	False	True	False	False	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	False	True	False
9	708790833.0	2	2.0	10000	0.45	8.63	1	31.0	1201.0	6748.0	42.0	5.0	False	False	False	True	False	False	True	False	False	False	True	False	False	True	False	False	True	False	False	True	False	False	False	False	False	True

	id_cliente	duracion_credito	antiguedad_empleado	ingresos	pct_ingreso	tasa_interes	estado_credito	antiguedad_cliente	gastos_ult_12m	limite_credito_tc	operaciones_ult_12m	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	falta_pago_N	falta_pago_Y	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	genero_F	genero_M	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO
9764	710841183.0	3	4.0	65000	0.14	9.63	0	34.0	15577.0	13940.0	114.0	1.0	False	True	False	False	True	False	False	False	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	True	False	False
9765	713899383.0	2	4.0	61000	0.16	7.51	0	50.0	14596.0	3688.0	120.0	1.0	True	False	False	False	False	True	False	False	False	False	True	False	False	False	False	True	True	False	True	False	False	False	False	False	True	False
9766	772366833.0	3	2.0	68000	0.14	7.14	0	40.0	15476.0	4003.0	117.0	2.0	True	False	False	False	False	False	False	True	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	False	True	False
9767	710638233.0	3	4.0	58650	0.14	16.49	1	25.0	8764.0	4277.0	69.0	2.0	True	False	False	False	False	False	False	False	False	True	True	False	False	False	True	False	False	True	False	True	True	False	False	False	False	False
9768	708564858.0	4	1.0	69000	0.14	15.33	1	20.0	9338.0	34516.0	73.0	2.0	True	False	False	False	False	False	True	False	False	False	False	True	True	False	False	False	False	True	False	True	False	False	False	False	False	True
9769	713755458.0	4	9.0	65000	0.11	11.66	0	36.0	10310.0	9959.0	63.0	1.0	False	False	False	True	False	False	False	False	True	False	False	True	False	True	False	False	False	True	False	True	True	False	False	False	False	False
9770	717406983.0	3	1.0	43000	0.22	6.62	0	36.0	8395.0	5281.0	62.0	2.0	True	False	False	False	False	False	False	True	False	False	True	False	False	True	False	False	False	True	False	True	False	False	False	False	True	False
9771	716506083.0	2	0.0	21600	0.44	7.49	1	36.0	10291.0	5409.0	60.0	1.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	False	True	True	False	False	False	False	True	False	False
9772	714337233.0	2	3.0	22000	0.44	13.16	1	25.0	10294.0	10388.0	61.0	2.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	False	True	True	False	False	False	False	False	True	False
9773	716893683.0	4	8.0	65004	0.06	13.49	0	47.0	6009.0	14657.0	53.0	3.0	False	True	False	False	False	False	True	False	False	False	False	True	False	False	False	True	False	True	True	False	False	False	False	False	False	True

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample